{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Iceberg retrieval fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/samlg/.conda/envs/ms-gen/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import yaml\n",
    "import json\n",
    "\n",
    "from ms_pred import common\n",
    "from ms_pred.common import plot_utils\n",
    "from ms_pred.common.plot_utils import *\n",
    "from scipy.stats import sem\n",
    "\n",
    "from collections import defaultdict\n",
    "\n",
    "set_style()\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_names = [\"nist20\", \"canopus_train_public\"]\n",
    "results_folder = Path(\"../results/figs_iceberg/retrieval\")\n",
    "results_folder.mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = [\n",
    "    \"Random\",\n",
    "    \"3DMolMS\",\n",
    "    \"FixedVocab\",\n",
    "    \"NEIMS (FFN)\",\n",
    "    \"NEIMS (GNN)\",\n",
    "    \"MassFormer\",\n",
    "    \"SCARF\",\n",
    "    \"ICEBERG\"\n",
    "]\n",
    "\n",
    "dataset_to_res = {}\n",
    "for dataset_name in dataset_names:\n",
    "    yaml_files = defaultdict(lambda : [])\n",
    "    for seed in [1,2,3]:    \n",
    "        results_files = [\n",
    "            f\"../results/dag_inten_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_random.yaml\",\n",
    "            f\"../results/molnetms_baseline_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_cos.yaml\",\n",
    "            f\"../results/graff_ms_baseline_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_cos.yaml\",\n",
    "            f\"../results/ffn_baseline_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_cos.yaml\",\n",
    "            f\"../results/gnn_baseline_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_cos.yaml\",\n",
    "            f\"../results/massformer_baseline_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_cos.yaml\",\n",
    "            f\"../results/scarf_inten_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_cos.yaml\",\n",
    "             f\"../results/dag_inten_{dataset_name}/split_1_rnd{seed}/retrieval_{dataset_name}_split_1_50/rerank_eval_cos.yaml\",\n",
    "        ]\n",
    "\n",
    "\n",
    "        for i, j in zip(names, results_files):\n",
    "            yaml_files[i].append(yaml.safe_load(open(j, \"r\")))\n",
    "    dataset_to_res[dataset_name] = yaml_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "out_df = []\n",
    "keys_to_name = {f\"avg_top_{i}\": i for i in range(1, 11)}\n",
    "\n",
    "for dataset, yaml_files in dataset_to_res.items():\n",
    "\n",
    "    for k, v in yaml_files.items():\n",
    "        for old_name, new_name in keys_to_name.items():\n",
    "            new_entry = {\n",
    "                \"Method\": k,\n",
    "                \"Top k\": new_name,\n",
    "                \"Acc mean\": np.mean([vv[old_name] for vv in v]),\n",
    "                \"Acc 95%\": 1.96 * sem([vv[old_name] for vv in v]),\n",
    "                \"Dataset\": dataset,\n",
    "            }\n",
    "            new_entry['Acc'] = rf\"${new_entry['Acc mean']: .3f} \\pm {new_entry['Acc 95%']:.3f}$\"\n",
    "            out_df.append(new_entry)\n",
    "out_df = pd.DataFrame(out_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3154012/1516827397.py:15: FutureWarning: In future versions `DataFrame.to_latex` is expected to utilise the base implementation of `Styler.to_latex` for formatting and rendering. The arguments signature may therefore change. It is recommended instead to use `DataFrame.style.to_latex` which also contains additional functionality.\n",
      "  latex = pivoted_tbl.to_latex(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Top k</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>8</th>\n",
       "      <th>10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Random</th>\n",
       "      <td>$ 0.026 \\pm 0.001$</td>\n",
       "      <td>$ 0.052 \\pm 0.001$</td>\n",
       "      <td>$ 0.076 \\pm 0.002$</td>\n",
       "      <td>$ 0.098 \\pm 0.001$</td>\n",
       "      <td>$ 0.120 \\pm 0.001$</td>\n",
       "      <td>$ 0.189 \\pm 0.003$</td>\n",
       "      <td>$ 0.233 \\pm 0.004$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3DMolMS</th>\n",
       "      <td>$ 0.055 \\pm 0.003$</td>\n",
       "      <td>$ 0.105 \\pm 0.000$</td>\n",
       "      <td>$ 0.146 \\pm 0.005$</td>\n",
       "      <td>$ 0.185 \\pm 0.007$</td>\n",
       "      <td>$ 0.225 \\pm 0.009$</td>\n",
       "      <td>$ 0.332 \\pm 0.005$</td>\n",
       "      <td>$ 0.394 \\pm 0.008$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FixedVocab</th>\n",
       "      <td>$ 0.172 \\pm 0.004$</td>\n",
       "      <td>$ 0.304 \\pm 0.004$</td>\n",
       "      <td>$ 0.399 \\pm 0.002$</td>\n",
       "      <td>$ 0.466 \\pm 0.007$</td>\n",
       "      <td>$ 0.522 \\pm 0.012$</td>\n",
       "      <td>$ 0.638 \\pm 0.009$</td>\n",
       "      <td>$ 0.688 \\pm 0.006$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEIMS (FFN)</th>\n",
       "      <td>$ 0.105 \\pm 0.003$</td>\n",
       "      <td>$ 0.243 \\pm 0.012$</td>\n",
       "      <td>$ 0.324 \\pm 0.013$</td>\n",
       "      <td>$ 0.387 \\pm 0.011$</td>\n",
       "      <td>$ 0.440 \\pm 0.014$</td>\n",
       "      <td>$ 0.549 \\pm 0.010$</td>\n",
       "      <td>$ 0.607 \\pm 0.005$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEIMS (GNN)</th>\n",
       "      <td>$ 0.175 \\pm 0.005$</td>\n",
       "      <td>$ 0.305 \\pm 0.003$</td>\n",
       "      <td>$ 0.398 \\pm 0.002$</td>\n",
       "      <td>$ 0.462 \\pm 0.004$</td>\n",
       "      <td>$ 0.515 \\pm 0.005$</td>\n",
       "      <td>$ 0.632 \\pm 0.007$</td>\n",
       "      <td>$ 0.687 \\pm 0.005$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MassFormer</th>\n",
       "      <td>$ 0.191 \\pm 0.008$</td>\n",
       "      <td>$ 0.328 \\pm 0.006$</td>\n",
       "      <td>$ 0.422 \\pm 0.003$</td>\n",
       "      <td>$ 0.491 \\pm 0.002$</td>\n",
       "      <td>$ 0.550 \\pm 0.005$</td>\n",
       "      <td>$ 0.662 \\pm 0.005$</td>\n",
       "      <td>$ 0.716 \\pm 0.003$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARF</th>\n",
       "      <td>$ 0.187 \\pm 0.008$</td>\n",
       "      <td>$ 0.321 \\pm 0.011$</td>\n",
       "      <td>$ 0.417 \\pm 0.007$</td>\n",
       "      <td>$ 0.486 \\pm 0.008$</td>\n",
       "      <td>$ 0.541 \\pm 0.009$</td>\n",
       "      <td>$ 0.652 \\pm 0.008$</td>\n",
       "      <td>$ 0.708 \\pm 0.009$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICEBERG</th>\n",
       "      <td>$ 0.189 \\pm 0.012$</td>\n",
       "      <td>$ 0.375 \\pm 0.005$</td>\n",
       "      <td>$ 0.489 \\pm 0.007$</td>\n",
       "      <td>$ 0.567 \\pm 0.005$</td>\n",
       "      <td>$ 0.623 \\pm 0.004$</td>\n",
       "      <td>$ 0.725 \\pm 0.003$</td>\n",
       "      <td>$ 0.770 \\pm 0.002$</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Top k                        1                   2                   3   \\\n",
       "Random       $ 0.026 \\pm 0.001$  $ 0.052 \\pm 0.001$  $ 0.076 \\pm 0.002$   \n",
       "3DMolMS      $ 0.055 \\pm 0.003$  $ 0.105 \\pm 0.000$  $ 0.146 \\pm 0.005$   \n",
       "FixedVocab   $ 0.172 \\pm 0.004$  $ 0.304 \\pm 0.004$  $ 0.399 \\pm 0.002$   \n",
       "NEIMS (FFN)  $ 0.105 \\pm 0.003$  $ 0.243 \\pm 0.012$  $ 0.324 \\pm 0.013$   \n",
       "NEIMS (GNN)  $ 0.175 \\pm 0.005$  $ 0.305 \\pm 0.003$  $ 0.398 \\pm 0.002$   \n",
       "MassFormer   $ 0.191 \\pm 0.008$  $ 0.328 \\pm 0.006$  $ 0.422 \\pm 0.003$   \n",
       "SCARF        $ 0.187 \\pm 0.008$  $ 0.321 \\pm 0.011$  $ 0.417 \\pm 0.007$   \n",
       "ICEBERG      $ 0.189 \\pm 0.012$  $ 0.375 \\pm 0.005$  $ 0.489 \\pm 0.007$   \n",
       "\n",
       "Top k                        4                   5                   8   \\\n",
       "Random       $ 0.098 \\pm 0.001$  $ 0.120 \\pm 0.001$  $ 0.189 \\pm 0.003$   \n",
       "3DMolMS      $ 0.185 \\pm 0.007$  $ 0.225 \\pm 0.009$  $ 0.332 \\pm 0.005$   \n",
       "FixedVocab   $ 0.466 \\pm 0.007$  $ 0.522 \\pm 0.012$  $ 0.638 \\pm 0.009$   \n",
       "NEIMS (FFN)  $ 0.387 \\pm 0.011$  $ 0.440 \\pm 0.014$  $ 0.549 \\pm 0.010$   \n",
       "NEIMS (GNN)  $ 0.462 \\pm 0.004$  $ 0.515 \\pm 0.005$  $ 0.632 \\pm 0.007$   \n",
       "MassFormer   $ 0.491 \\pm 0.002$  $ 0.550 \\pm 0.005$  $ 0.662 \\pm 0.005$   \n",
       "SCARF        $ 0.486 \\pm 0.008$  $ 0.541 \\pm 0.009$  $ 0.652 \\pm 0.008$   \n",
       "ICEBERG      $ 0.567 \\pm 0.005$  $ 0.623 \\pm 0.004$  $ 0.725 \\pm 0.003$   \n",
       "\n",
       "Top k                        10  \n",
       "Random       $ 0.233 \\pm 0.004$  \n",
       "3DMolMS      $ 0.394 \\pm 0.008$  \n",
       "FixedVocab   $ 0.688 \\pm 0.006$  \n",
       "NEIMS (FFN)  $ 0.607 \\pm 0.005$  \n",
       "NEIMS (GNN)  $ 0.687 \\pm 0.005$  \n",
       "MassFormer   $ 0.716 \\pm 0.003$  \n",
       "SCARF        $ 0.708 \\pm 0.009$  \n",
       "ICEBERG      $ 0.770 \\pm 0.002$  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{table}\n",
      "\\centering\n",
      "\\caption{nist20 spectra prediction retrieval accuracy}\n",
      "\\label{tab:nist20_spec_retrieval}\n",
      "\\begin{tabular}{llllllll}\n",
      "\\toprule\n",
      "Top k &                  1  &                  2  &                  3  &                  4  &                  5  &                  8  &                  10 \\\\\n",
      "\\midrule\n",
      "Random      &  $ 0.026 \\pm 0.001$ &  $ 0.052 \\pm 0.001$ &  $ 0.076 \\pm 0.002$ &  $ 0.098 \\pm 0.001$ &  $ 0.120 \\pm 0.001$ &  $ 0.189 \\pm 0.003$ &  $ 0.233 \\pm 0.004$ \\\\\n",
      "3DMolMS     &  $ 0.055 \\pm 0.003$ &  $ 0.105 \\pm 0.000$ &  $ 0.146 \\pm 0.005$ &  $ 0.185 \\pm 0.007$ &  $ 0.225 \\pm 0.009$ &  $ 0.332 \\pm 0.005$ &  $ 0.394 \\pm 0.008$ \\\\\n",
      "FixedVocab  &  $ 0.172 \\pm 0.004$ &  $ 0.304 \\pm 0.004$ &  $ 0.399 \\pm 0.002$ &  $ 0.466 \\pm 0.007$ &  $ 0.522 \\pm 0.012$ &  $ 0.638 \\pm 0.009$ &  $ 0.688 \\pm 0.006$ \\\\\n",
      "NEIMS (FFN) &  $ 0.105 \\pm 0.003$ &  $ 0.243 \\pm 0.012$ &  $ 0.324 \\pm 0.013$ &  $ 0.387 \\pm 0.011$ &  $ 0.440 \\pm 0.014$ &  $ 0.549 \\pm 0.010$ &  $ 0.607 \\pm 0.005$ \\\\\n",
      "NEIMS (GNN) &  $ 0.175 \\pm 0.005$ &  $ 0.305 \\pm 0.003$ &  $ 0.398 \\pm 0.002$ &  $ 0.462 \\pm 0.004$ &  $ 0.515 \\pm 0.005$ &  $ 0.632 \\pm 0.007$ &  $ 0.687 \\pm 0.005$ \\\\\n",
      "MassFormer  &  $ 0.191 \\pm 0.008$ &  $ 0.328 \\pm 0.006$ &  $ 0.422 \\pm 0.003$ &  $ 0.491 \\pm 0.002$ &  $ 0.550 \\pm 0.005$ &  $ 0.662 \\pm 0.005$ &  $ 0.716 \\pm 0.003$ \\\\\n",
      "SCARF       &  $ 0.187 \\pm 0.008$ &  $ 0.321 \\pm 0.011$ &  $ 0.417 \\pm 0.007$ &  $ 0.486 \\pm 0.008$ &  $ 0.541 \\pm 0.009$ &  $ 0.652 \\pm 0.008$ &  $ 0.708 \\pm 0.009$ \\\\\n",
      "ICEBERG     &  $ 0.189 \\pm 0.012$ &  $ 0.375 \\pm 0.005$ &  $ 0.489 \\pm 0.007$ &  $ 0.567 \\pm 0.005$ &  $ 0.623 \\pm 0.004$ &  $ 0.725 \\pm 0.003$ &  $ 0.770 \\pm 0.002$ \\\\\n",
      "\\bottomrule\n",
      "\\end{tabular}\n",
      "\\end{table}\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3154012/1516827397.py:15: FutureWarning: In future versions `DataFrame.to_latex` is expected to utilise the base implementation of `Styler.to_latex` for formatting and rendering. The arguments signature may therefore change. It is recommended instead to use `DataFrame.style.to_latex` which also contains additional functionality.\n",
      "  latex = pivoted_tbl.to_latex(\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Top k</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>8</th>\n",
       "      <th>10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Random</th>\n",
       "      <td>$ 0.033 \\pm 0.002$</td>\n",
       "      <td>$ 0.061 \\pm 0.010$</td>\n",
       "      <td>$ 0.092 \\pm 0.007$</td>\n",
       "      <td>$ 0.118 \\pm 0.005$</td>\n",
       "      <td>$ 0.141 \\pm 0.012$</td>\n",
       "      <td>$ 0.216 \\pm 0.012$</td>\n",
       "      <td>$ 0.258 \\pm 0.012$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3DMolMS</th>\n",
       "      <td>$ 0.087 \\pm 0.003$</td>\n",
       "      <td>$ 0.159 \\pm 0.020$</td>\n",
       "      <td>$ 0.218 \\pm 0.008$</td>\n",
       "      <td>$ 0.268 \\pm 0.012$</td>\n",
       "      <td>$ 0.317 \\pm 0.011$</td>\n",
       "      <td>$ 0.427 \\pm 0.016$</td>\n",
       "      <td>$ 0.488 \\pm 0.010$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FixedVocab</th>\n",
       "      <td>$ 0.193 \\pm 0.007$</td>\n",
       "      <td>$ 0.314 \\pm 0.008$</td>\n",
       "      <td>$ 0.390 \\pm 0.005$</td>\n",
       "      <td>$ 0.448 \\pm 0.010$</td>\n",
       "      <td>$ 0.492 \\pm 0.003$</td>\n",
       "      <td>$ 0.587 \\pm 0.010$</td>\n",
       "      <td>$ 0.635 \\pm 0.011$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEIMS (FFN)</th>\n",
       "      <td>$ 0.195 \\pm 0.005$</td>\n",
       "      <td>$ 0.313 \\pm 0.005$</td>\n",
       "      <td>$ 0.388 \\pm 0.006$</td>\n",
       "      <td>$ 0.447 \\pm 0.012$</td>\n",
       "      <td>$ 0.488 \\pm 0.003$</td>\n",
       "      <td>$ 0.585 \\pm 0.014$</td>\n",
       "      <td>$ 0.624 \\pm 0.020$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEIMS (GNN)</th>\n",
       "      <td>$ 0.174 \\pm 0.014$</td>\n",
       "      <td>$ 0.285 \\pm 0.008$</td>\n",
       "      <td>$ 0.362 \\pm 0.004$</td>\n",
       "      <td>$ 0.422 \\pm 0.001$</td>\n",
       "      <td>$ 0.471 \\pm 0.003$</td>\n",
       "      <td>$ 0.586 \\pm 0.013$</td>\n",
       "      <td>$ 0.640 \\pm 0.010$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MassFormer</th>\n",
       "      <td>$ 0.198 \\pm 0.003$</td>\n",
       "      <td>$ 0.308 \\pm 0.004$</td>\n",
       "      <td>$ 0.389 \\pm 0.001$</td>\n",
       "      <td>$ 0.454 \\pm 0.004$</td>\n",
       "      <td>$ 0.496 \\pm 0.012$</td>\n",
       "      <td>$ 0.599 \\pm 0.012$</td>\n",
       "      <td>$ 0.653 \\pm 0.005$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SCARF</th>\n",
       "      <td>$ 0.135 \\pm 0.014$</td>\n",
       "      <td>$ 0.242 \\pm 0.001$</td>\n",
       "      <td>$ 0.320 \\pm 0.003$</td>\n",
       "      <td>$ 0.389 \\pm 0.008$</td>\n",
       "      <td>$ 0.444 \\pm 0.004$</td>\n",
       "      <td>$ 0.569 \\pm 0.003$</td>\n",
       "      <td>$ 0.630 \\pm 0.015$</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICEBERG</th>\n",
       "      <td>$ 0.290 \\pm 0.008$</td>\n",
       "      <td>$ 0.439 \\pm 0.013$</td>\n",
       "      <td>$ 0.528 \\pm 0.010$</td>\n",
       "      <td>$ 0.587 \\pm 0.009$</td>\n",
       "      <td>$ 0.636 \\pm 0.004$</td>\n",
       "      <td>$ 0.723 \\pm 0.001$</td>\n",
       "      <td>$ 0.764 \\pm 0.005$</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Top k                        1                   2                   3   \\\n",
       "Random       $ 0.033 \\pm 0.002$  $ 0.061 \\pm 0.010$  $ 0.092 \\pm 0.007$   \n",
       "3DMolMS      $ 0.087 \\pm 0.003$  $ 0.159 \\pm 0.020$  $ 0.218 \\pm 0.008$   \n",
       "FixedVocab   $ 0.193 \\pm 0.007$  $ 0.314 \\pm 0.008$  $ 0.390 \\pm 0.005$   \n",
       "NEIMS (FFN)  $ 0.195 \\pm 0.005$  $ 0.313 \\pm 0.005$  $ 0.388 \\pm 0.006$   \n",
       "NEIMS (GNN)  $ 0.174 \\pm 0.014$  $ 0.285 \\pm 0.008$  $ 0.362 \\pm 0.004$   \n",
       "MassFormer   $ 0.198 \\pm 0.003$  $ 0.308 \\pm 0.004$  $ 0.389 \\pm 0.001$   \n",
       "SCARF        $ 0.135 \\pm 0.014$  $ 0.242 \\pm 0.001$  $ 0.320 \\pm 0.003$   \n",
       "ICEBERG      $ 0.290 \\pm 0.008$  $ 0.439 \\pm 0.013$  $ 0.528 \\pm 0.010$   \n",
       "\n",
       "Top k                        4                   5                   8   \\\n",
       "Random       $ 0.118 \\pm 0.005$  $ 0.141 \\pm 0.012$  $ 0.216 \\pm 0.012$   \n",
       "3DMolMS      $ 0.268 \\pm 0.012$  $ 0.317 \\pm 0.011$  $ 0.427 \\pm 0.016$   \n",
       "FixedVocab   $ 0.448 \\pm 0.010$  $ 0.492 \\pm 0.003$  $ 0.587 \\pm 0.010$   \n",
       "NEIMS (FFN)  $ 0.447 \\pm 0.012$  $ 0.488 \\pm 0.003$  $ 0.585 \\pm 0.014$   \n",
       "NEIMS (GNN)  $ 0.422 \\pm 0.001$  $ 0.471 \\pm 0.003$  $ 0.586 \\pm 0.013$   \n",
       "MassFormer   $ 0.454 \\pm 0.004$  $ 0.496 \\pm 0.012$  $ 0.599 \\pm 0.012$   \n",
       "SCARF        $ 0.389 \\pm 0.008$  $ 0.444 \\pm 0.004$  $ 0.569 \\pm 0.003$   \n",
       "ICEBERG      $ 0.587 \\pm 0.009$  $ 0.636 \\pm 0.004$  $ 0.723 \\pm 0.001$   \n",
       "\n",
       "Top k                        10  \n",
       "Random       $ 0.258 \\pm 0.012$  \n",
       "3DMolMS      $ 0.488 \\pm 0.010$  \n",
       "FixedVocab   $ 0.635 \\pm 0.011$  \n",
       "NEIMS (FFN)  $ 0.624 \\pm 0.020$  \n",
       "NEIMS (GNN)  $ 0.640 \\pm 0.010$  \n",
       "MassFormer   $ 0.653 \\pm 0.005$  \n",
       "SCARF        $ 0.630 \\pm 0.015$  \n",
       "ICEBERG      $ 0.764 \\pm 0.005$  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{table}\n",
      "\\centering\n",
      "\\caption{canopus_train_public spectra prediction retrieval accuracy}\n",
      "\\label{tab:canopus_train_public_spec_retrieval}\n",
      "\\begin{tabular}{llllllll}\n",
      "\\toprule\n",
      "Top k &                  1  &                  2  &                  3  &                  4  &                  5  &                  8  &                  10 \\\\\n",
      "\\midrule\n",
      "Random      &  $ 0.033 \\pm 0.002$ &  $ 0.061 \\pm 0.010$ &  $ 0.092 \\pm 0.007$ &  $ 0.118 \\pm 0.005$ &  $ 0.141 \\pm 0.012$ &  $ 0.216 \\pm 0.012$ &  $ 0.258 \\pm 0.012$ \\\\\n",
      "3DMolMS     &  $ 0.087 \\pm 0.003$ &  $ 0.159 \\pm 0.020$ &  $ 0.218 \\pm 0.008$ &  $ 0.268 \\pm 0.012$ &  $ 0.317 \\pm 0.011$ &  $ 0.427 \\pm 0.016$ &  $ 0.488 \\pm 0.010$ \\\\\n",
      "FixedVocab  &  $ 0.193 \\pm 0.007$ &  $ 0.314 \\pm 0.008$ &  $ 0.390 \\pm 0.005$ &  $ 0.448 \\pm 0.010$ &  $ 0.492 \\pm 0.003$ &  $ 0.587 \\pm 0.010$ &  $ 0.635 \\pm 0.011$ \\\\\n",
      "NEIMS (FFN) &  $ 0.195 \\pm 0.005$ &  $ 0.313 \\pm 0.005$ &  $ 0.388 \\pm 0.006$ &  $ 0.447 \\pm 0.012$ &  $ 0.488 \\pm 0.003$ &  $ 0.585 \\pm 0.014$ &  $ 0.624 \\pm 0.020$ \\\\\n",
      "NEIMS (GNN) &  $ 0.174 \\pm 0.014$ &  $ 0.285 \\pm 0.008$ &  $ 0.362 \\pm 0.004$ &  $ 0.422 \\pm 0.001$ &  $ 0.471 \\pm 0.003$ &  $ 0.586 \\pm 0.013$ &  $ 0.640 \\pm 0.010$ \\\\\n",
      "MassFormer  &  $ 0.198 \\pm 0.003$ &  $ 0.308 \\pm 0.004$ &  $ 0.389 \\pm 0.001$ &  $ 0.454 \\pm 0.004$ &  $ 0.496 \\pm 0.012$ &  $ 0.599 \\pm 0.012$ &  $ 0.653 \\pm 0.005$ \\\\\n",
      "SCARF       &  $ 0.135 \\pm 0.014$ &  $ 0.242 \\pm 0.001$ &  $ 0.320 \\pm 0.003$ &  $ 0.389 \\pm 0.008$ &  $ 0.444 \\pm 0.004$ &  $ 0.569 \\pm 0.003$ &  $ 0.630 \\pm 0.015$ \\\\\n",
      "ICEBERG     &  $ 0.290 \\pm 0.008$ &  $ 0.439 \\pm 0.013$ &  $ 0.528 \\pm 0.010$ &  $ 0.587 \\pm 0.009$ &  $ 0.636 \\pm 0.004$ &  $ 0.723 \\pm 0.001$ &  $ 0.764 \\pm 0.005$ \\\\\n",
      "\\bottomrule\n",
      "\\end{tabular}\n",
      "\\end{table}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for dataset_name in dataset_names:\n",
    "    # Filter out df to specific dataset\n",
    "    df = out_df[out_df[\"Dataset\"] == dataset_name]\n",
    "    pivoted_tbl = df.reset_index().pivot_table(\n",
    "        index=\"Method\", values=\"Acc\", columns=\"Top k\", aggfunc=\"first\"\n",
    "    )\n",
    "    pivoted_tbl.index.name = None\n",
    "    pivoted_tbl = pivoted_tbl.round(3)\n",
    "    pivoted_tbl = pivoted_tbl.loc[names]\n",
    "\n",
    "\n",
    "    # Get only k in [1,2,3,4,5,8,10]\n",
    "    pivoted_tbl = pivoted_tbl[[1,2,3,4,5,8,10]]\n",
    "\n",
    "    latex = pivoted_tbl.to_latex(\n",
    "        caption=f\"{dataset_name} spectra prediction retrieval accuracy\",\n",
    "        label=f\"tab:{dataset_name}_spec_retrieval\",\n",
    "        escape=False,\n",
    "    )\n",
    "    display(pivoted_tbl)\n",
    "    print(latex)\n",
    "    # Save\n",
    "    with open(results_folder / f\"retrieval_{dataset_name}.txt\", \"w\") as f:\n",
    "        f.write(latex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.09199999999999997"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.29 - 0.198"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1393.55x741.722 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define 2 axes for fig subplot\n",
    "method_names = names\n",
    "figsize = (2.7, 1.4)\n",
    "gridspec = dict(hspace=0.0, width_ratios=[1, 0.01, 1])\n",
    "fig, axes = plt.subplots(\n",
    "    1, 3, figsize=figsize, dpi=400, sharey=False, gridspec_kw=gridspec\n",
    ")\n",
    "\n",
    "axes[1].set_visible(False)\n",
    "loop_ax = [axes[0], axes[2]]\n",
    "for ind, (dataset_name, ax) in enumerate(\n",
    "    zip([\"canopus_train_public\", \"nist20\"], loop_ax)\n",
    "):\n",
    "    for method in method_names:\n",
    "\n",
    "        # Subset df by method and dataset\n",
    "        sub_df = out_df[\n",
    "            (out_df[\"Method\"] == method) & (out_df[\"Dataset\"] == dataset_name)\n",
    "        ]\n",
    "        topk = [0] + sub_df[\"Top k\"].values.tolist()\n",
    "        accs = [0] + sub_df[\"Acc mean\"].values.tolist()\n",
    "        error = [0] + sub_df[\"Acc 95%\"].values.tolist()\n",
    "        # ax.step(topk, accs, color=method_colors[method],\n",
    "        #         linewidth=0.8, where=\"pre\"\n",
    "        # )\n",
    "        marker = method_markers[method]\n",
    "        ax.plot(\n",
    "            topk,\n",
    "            accs,\n",
    "            color=method_colors[method],\n",
    "            linewidth=0.8,\n",
    "            label=method,\n",
    "            marker=marker,\n",
    "            markersize=2,\n",
    "        )\n",
    "\n",
    "        ax.fill_between(\n",
    "            topk,\n",
    "            np.array(accs) - np.array(error),\n",
    "            np.array(accs) + np.array(error),\n",
    "            alpha=0.2,\n",
    "            color=method_colors[method],\n",
    "        )\n",
    "        # set title\n",
    "        ax.set_title(plt_dataset_names[dataset_name])\n",
    "\n",
    "    ax.set_xlabel(\"Top k\")\n",
    "    if ind == 0:\n",
    "        ax.set_ylabel(\"Accuracy\")\n",
    "    # ax.set_xlim([-0.1,5.1])\n",
    "    # ax.set_ylim([0, 0.3])\n",
    "    if ind == 0:\n",
    "        # ax.legend(frameon=False, facecolor=\"none\",\n",
    "        #           fancybox=False,loc=(1.0, 0.2), fontsize=7) #(0.99, 0.5))\n",
    "        # Add legend to below both subplots and with 4 columns\n",
    "        # Legend with less space between columns\n",
    "\n",
    "        ax.legend(\n",
    "            frameon=False,\n",
    "            facecolor=\"none\",\n",
    "            fancybox=False,\n",
    "            loc=(-0.3, -0.5),\n",
    "            fontsize=7,\n",
    "            ncol=4,\n",
    "            columnspacing=0.5,\n",
    "            handletextpad=0.2,\n",
    "            borderpad=0.2,\n",
    "        )\n",
    "\n",
    "    # ax.set_ylim([0, 1.0])\n",
    "set_size(*figsize, ax)\n",
    "fig.savefig(\n",
    "    results_folder / f\"step_plot.pdf\", dpi=400, bbox_inches=\"tight\", transparent=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percent improved:  10.38732394366198\n",
      "Diff improved:  0.05900000000000005\n"
     ]
    }
   ],
   "source": [
    "## Diff calculations\n",
    "def percent_improve(x,y):\n",
    "    print(\"Percent improved: \", (x-y)/y * 100)\n",
    "    print(\"Diff improved: \", (x-y))\n",
    "\n",
    "percent_improve(0.627, 0.568)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percent improved:  46.46464646464645\n",
      "Diff improved:  0.09199999999999997\n"
     ]
    }
   ],
   "source": [
    "percent_improve(0.290, 0.198)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percent improved:  7.54189944134079\n",
      "Diff improved:  0.05400000000000005\n"
     ]
    }
   ],
   "source": [
    "percent_improve(0.770, 0.716)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percent improved:  2.4926686217008656\n",
      "Diff improved:  0.016999999999999904\n",
      "Percent improved:  4.484304932735413\n",
      "Diff improved:  0.029999999999999916\n"
     ]
    }
   ],
   "source": [
    "percent_improve(0.699, 0.682)\n",
    "percent_improve(0.699, 0.669)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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